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Teddy Sun

المنشورات 2

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AURAL: Adaptive Latent Reasoning with Joint Chunk for Speech Language Models

Yuxiang Wang, Kunyu Feng, Yuancheng Wang وآخرون · 2026

Model intelligence and fast response jointly shape the quality of interaction with speech language models, yet remain difficult to achieve together. Explicit chain-of-thought (CoT) improves reasoning and audio understanding, but generating intermediate reasoning tokens delays responses. Describing fine-grained acoustic …

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Thinking in Depth, Speaking Directly: Recurrent Latent Reasoning for Paralinguistically Grounded Spoken Dialogue

Shengbo Cai, Yuxiang Wang, Jingran Xie وآخرون · 2026

Empathetic spoken dialogue requires models to use both what is said and how it is said to decide how to respond. Explicit CoT can improve paralinguistic perception and make acoustic cues more explicit in replies, yet does not ensure their effective use in response planning. We call this mismatch the perception-reasonin …

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